{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tides on a randomly vegetated field\n",
    "\n",
    "In this notebook we will be running the [Landlab](http://landlab.github.io/#/) tidal-flow-calculator over a randomly generated field of vegetation (simulated by 2 Mannings Roughness values) and looking at how passive particle transport is impacted by the spatial distribution of plants."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Importing and Installing\n",
    "\n",
    "First we will import some standard scientific Python libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we need to install some libraries (including Landlab) to properly accomplish this task.\n",
    "\n",
    "As of this writing (8/18/2020) the tidal-flow-calculator is not part of the core Landlab installation. As a consequence, we need to checkout the feature branch containing the tidal-flow-calculator component (https://github.com/landlab/landlab/tree/gt/tidal-flow-component). After checking out or cloning this branch locally, `python setup.py install` should be run to build a new landlab installation containing the tidal-flow-calculator.\n",
    "\n",
    "To build random fields of different characteristic length scales, we will use the geostatistical toolbox [GSTools](https://github.com/GeoStat-Framework/GSTools). To install this package, the command `conda install gstools` can be run from the command line. In this example we will be using a standard covariance model for random field generation. \n",
    "\n",
    "Lastly, to simulate passive particle transport we will use the Lagrangian-based transport model [dorado](https://github.com/passaH2O/dorado). To install dorado we can type `pip install pydorado` from the command line."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from landlab.components import TidalFlowCalculator\n",
    "from landlab import RasterModelGrid\n",
    "from landlab.grid.mappers import map_max_of_link_nodes_to_link\n",
    "from dorado.routines import plot_state\n",
    "import gstools as gs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lastly there are some custom scripts containing functions we want to use for this example. These scripts are available in the same directory as this notebook, and so our imports will be happening locally."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from map_fun import gridded_vars\n",
    "from plot_fun import group_plot\n",
    "from plot_fun import plot_depth\n",
    "from particletransport import init_particles\n",
    "from particletransport import tidal_particles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model Parameters\n",
    "\n",
    "We are going to create model parameters that define the tidal scenario for the tidal-flow-calculator as well as the random field properties."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we will define the size of the domain (which is going to be a square) as well as the grid spacing, mean water depth, and properties associated with the tide. Two roughness values are going to be specified, a low and high roughness to represent low and high vegetation density."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "nrows = 250\n",
    "ncols = nrows\n",
    "grid_spacing = 1.0  # m\n",
    "mean_depth = 1.5  # m\n",
    "tidal_range = 0.5  # m\n",
    "roughness_low = 0.01  # s/m^1/3, i.e., Manning's n\n",
    "roughness_high = 0.1  # s/m^1/3, i.e., Manning's n\n",
    "tide_period = 2*60*60  # tidal period in seconds\n",
    "n_tide_periods = 10  # number of tidal periods to move particles around for\n",
    "Np_tracer = 100 # number of passive particles to use"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also need to define properties of the random field. The two values of importance here are the `seed` which defines the random seed that is used (can be nice for reproducability) and the value `len_scale` which specifies the length scale of the features. `len_scale` is an integer for an isotropic field, but can be a list (e.g. `[5, 10]`) to create an anisotropic field."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "seed = 1  # defines the random seed\n",
    "len_scale = 10  # length scale - integer = isotropic; list [1, 5] = anisotropic"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generating a random field\n",
    "\n",
    "Now we will be generating a random field based on the `seed` and `len_scale` parameters defined above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = y = range(nrows)\n",
    "model = gs.Gaussian(dim=2, var=1, len_scale=len_scale)\n",
    "srf = gs.SRF(model, seed=seed)\n",
    "srf.structured([x, y])\n",
    "gs.transform.binary(srf)\n",
    "# get array info from srf object\n",
    "srf_array = srf.field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's visualize this random field\n",
    "plt.figure()\n",
    "plt.imshow(srf_array)\n",
    "plt.colorbar()\n",
    "plt.title('Random Field')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Defining the Landlab Grid\n",
    "\n",
    "Next we are going to be defining the Landlab grid object and its associated parameters. This is where we will be passing in the roughness values as dictated by the random field. In areas where the random field values exceed 0, the roughness will be high, and in areas where the random field values are negative the roughness will be low.\n",
    "\n",
    "*Note:* We are defining a domain in which the top and bottom boundaries are open and the left and right boundaries are closed. You can modify this by changing the True/False values!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.01,  0.01,  0.01, ...,  0.01,  0.01,  0.01])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create and set up the grid\n",
    "grid = RasterModelGrid((nrows, ncols), xy_spacing=grid_spacing)\n",
    "z = grid.add_zeros('topographic__elevation', at='node')\n",
    "grid.set_closed_boundaries_at_grid_edges(True, False, True, False)\n",
    "\n",
    "# set up roughness field (calculate on nodes, then map to links)\n",
    "roughness_at_nodes = np.zeros_like(z)\n",
    "roughness_at_nodes[srf_array.flatten() > 0] = roughness_high  # high roughness\n",
    "roughness_at_nodes[srf_array.flatten() < 0] = roughness_low  # low roughness\n",
    "roughness = grid.add_zeros('roughness', at='link')\n",
    "map_max_of_link_nodes_to_link(grid, roughness_at_nodes, out=roughness)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Instantiate the TidalFlowCalculator and run it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# instantiate the TidalFlowCalculator\n",
    "tfc = TidalFlowCalculator(grid, tidal_range=tidal_range,\n",
    "                          tidal_period=tide_period, roughness='roughness')\n",
    "\n",
    "# run it\n",
    "tfc.run_one_step()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initialize the particles and run them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get gridded values\n",
    "gvals = gridded_vars(grid)\n",
    "\n",
    "# initialize the particle parameters\n",
    "# particles will be placed in center of domain\n",
    "center_region = list(range(int(nrows/2-10), int(nrows/2+10)))\n",
    "seed_xloc = center_region\n",
    "seed_yloc = center_region\n",
    "params = init_particles(seed_xloc, seed_yloc, Np_tracer, grid_spacing, gvals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "# move the particles with the tides\n",
    "walk_data = tidal_particles(params, tide_period/10, n_tide_periods,\n",
    "                            plot_grid=np.flipud(np.reshape(roughness_at_nodes,\n",
    "                                                           grid.shape)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Make visualizations\n",
    "\n",
    "First we will visualize the velocity components of the ebb and flood tides. Then we will plot the particle locations at beginning and end of the simulation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot velocity information\n",
    "group_plot(gvals)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot particle locations on the roughness field\n",
    "plt.figure(figsize=(10, 10))\n",
    "# first plot initial locations as blue dots\n",
    "plot_state(np.flipud(np.reshape(roughness_at_nodes,grid.shape)), \n",
    "           walk_data, iteration=0, target_time=None, c='b')\n",
    "# then plot final locations as red dots\n",
    "plot_state(np.flipud(np.reshape(roughness_at_nodes,grid.shape)), \n",
    "           walk_data, iteration=-1, target_time=None, c='r')\n",
    "# make the colorbar - yellow for high roughness, purple for low\n",
    "plt.colorbar()\n",
    "# tighten layout\n",
    "plt.tight_layout()\n",
    "# show it\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other Outpus, Gifs and More\n",
    "\n",
    "In this example we only ran the module for 10 tidal cycles. If instead we ran it for 50 tidal cycles and captured the particle position after each ebb/flood tide, we could create the following video:\n",
    "\n",
    "![50_Tidal_Cycles_gif](imgs/random_field/demo_len_scale_10.gif)\n",
    "\n",
    "We can also examine cases where the length scale of the features in the random field is changed, if we reduce the feature size then the particles are impeded less often and can travel further. Let's take a look at what happens when the feature length scale is reduced from `len_scale=10` to `len_scale=5`:\n",
    "\n",
    "![len_scale_05_gif](imgs/random_field/demo_len_scale_05.gif)\n",
    "\n",
    "Now we can see that some particles make it to the edge of the domain, where we might say they 'leave' the area of study. This is a quick and dirty demonstration of how the spatial locations and spread of vegetation impacts the transport of nutrients and materials under the imposition of tidal flows."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
